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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Higher Education Governance and Development
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
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venuejournal
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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,875 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
1,875 works in the cohort · of 4,299,418page 32 of 38

Labels cover 7 of 1,875 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 1,875 of 1,875 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Report on Canadian research
Gavin Baker
2008· preprint· en· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Time for a Northern University
Karen Barnes
2011· article· en· Northern review· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Which Governance Model for Moroccan Universities?
Khalid Ayad, Khaoula Dobli Bennani, Mostafa Elhachloufi
2021· article· en· International Journal of Higher Education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Trends in Higher Education (Canada)
Donna Kotsopoulos, Joanne McKee
2021· other· en· Bloomsbury History: Theory and Method Articles· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
082103 pupil_positions.tab
2025· dataset· en· UNB Dataverse· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Entrepreneur à l'université
Éric Lamarque
2019· book-chapter· fr· EMS Editions eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
The Marketing of Business Education in Estonia
Brent McKenzie
2023· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
0
citations
affno abstractunlabeled
Sustainable Faculty Mobility
Aliya Kuzhabekova
2025· book-chapter· en· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About